Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 71236 |
| Missing cells | 144993 |
| Missing cells (%) | 6.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.8 MiB |
| Average record size in memory | 248.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 13 |
| Text | 5 |
| Boolean | 2 |
country has constant value "" | Constant |
weight is highly overall correlated with glucose_test_result | High correlation |
glucose_test_result is highly overall correlated with weight | High correlation |
change_in_meds_during_hospitalization is highly overall correlated with prescribed_diabetes_meds | High correlation |
prescribed_diabetes_meds is highly overall correlated with change_in_meds_during_hospitalization | High correlation |
readmitted_binary is highly overall correlated with readmitted_multiclass | High correlation |
readmitted_multiclass is highly overall correlated with readmitted_binary | High correlation |
race is highly imbalanced (56.0%) | Imbalance |
weight is highly imbalanced (92.0%) | Imbalance |
discharge_disposition is highly imbalanced (58.4%) | Imbalance |
admission_source is highly imbalanced (64.0%) | Imbalance |
race has 3554 (5.0%) missing values | Missing |
age has 3557 (5.0%) missing values | Missing |
admission_type has 3706 (5.2%) missing values | Missing |
discharge_disposition has 2590 (3.6%) missing values | Missing |
admission_source has 4718 (6.6%) missing values | Missing |
glucose_test_result has 67548 (94.8%) missing values | Missing |
a1c_test_result has 59320 (83.3%) missing values | Missing |
emergency_visits_in_previous_year is highly skewed (γ1 = 22.47573232) | Skewed |
encounter_id has unique values | Unique |
outpatient_visits_in_previous_year has 59587 (83.6%) zeros | Zeros |
emergency_visits_in_previous_year has 63242 (88.8%) zeros | Zeros |
inpatient_visits_in_previous_year has 47231 (66.3%) zeros | Zeros |
non_lab_procedures has 32632 (45.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-07 10:34:19.418091 |
|---|---|
| Analysis finished | 2023-11-07 10:34:46.225470 |
| Duration | 26.81 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
encounter_id
Real number (ℝ)
UNIQUE 
| Distinct | 71236 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 551634.26 |
| Minimum | 100011 |
|---|---|
| Maximum | 999979 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 100011 |
|---|---|
| 5-th percentile | 146758 |
| Q1 | 326583 |
| median | 552684 |
| Q3 | 775671 |
| 95-th percentile | 955575.5 |
| Maximum | 999979 |
| Range | 899968 |
| Interquartile range (IQR) | 449088 |
Descriptive statistics
| Standard deviation | 259387 |
|---|---|
| Coefficient of variation (CV) | 0.47021555 |
| Kurtosis | -1.1977773 |
| Mean | 551634.26 |
| Median Absolute Deviation (MAD) | 224356.5 |
| Skewness | -0.0066514534 |
| Sum | 3.9296218 × 1010 |
| Variance | 6.7281618 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 533192 | 1 | < 0.1% |
| 918595 | 1 | < 0.1% |
| 578998 | 1 | < 0.1% |
| 224573 | 1 | < 0.1% |
| 542068 | 1 | < 0.1% |
| 985728 | 1 | < 0.1% |
| 315190 | 1 | < 0.1% |
| 774724 | 1 | < 0.1% |
| 815392 | 1 | < 0.1% |
| 804149 | 1 | < 0.1% |
| Other values (71226) | 71226 |
| Value | Count | Frequency (%) |
| 100011 | 1 | |
| 100014 | 1 | |
| 100020 | 1 | |
| 100030 | 1 | |
| 100047 | 1 | |
| 100049 | 1 | |
| 100063 | 1 | |
| 100068 | 1 | |
| 100077 | 1 | |
| 100113 | 1 |
| Value | Count | Frequency (%) |
| 999979 | 1 | |
| 999968 | 1 | |
| 999966 | 1 | |
| 999963 | 1 | |
| 999951 | 1 | |
| 999949 | 1 | |
| 999942 | 1 | |
| 999941 | 1 | |
| 999940 | 1 | |
| 999932 | 1 |
country
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| USA |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 213708 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | USA |
|---|---|
| 2nd row | USA |
| 3rd row | USA |
| 4th row | USA |
| 5th row | USA |
Common Values
| Value | Count | Frequency (%) |
| USA | 71236 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| usa | 71236 |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 71236 | |
| S | 71236 | |
| A | 71236 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 213708 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 71236 | |
| S | 71236 | |
| A | 71236 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 213708 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| U | 71236 | |
| S | 71236 | |
| A | 71236 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 213708 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| U | 71236 | |
| S | 71236 | |
| A | 71236 |
patient_id
Real number (ℝ)
| Distinct | 53985 |
|---|---|
| Distinct (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54302279 |
| Minimum | 135 |
|---|---|
| Maximum | 1.8950262 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 135 |
|---|---|
| 5-th percentile | 1422681.8 |
| Q1 | 23396510 |
| median | 45305631 |
| Q3 | 87558374 |
| 95-th percentile | 1.1153412 × 108 |
| Maximum | 1.8950262 × 108 |
| Range | 1.8950248 × 108 |
| Interquartile range (IQR) | 64161864 |
Descriptive statistics
| Standard deviation | 38795850 |
|---|---|
| Coefficient of variation (CV) | 0.71444239 |
| Kurtosis | -0.33336755 |
| Mean | 54302279 |
| Median Absolute Deviation (MAD) | 32995930 |
| Skewness | 0.47990669 |
| Sum | 3.8682772 × 1012 |
| Variance | 1.505118 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 88785891 | 33 | < 0.1% |
| 1660293 | 19 | < 0.1% |
| 84428613 | 18 | < 0.1% |
| 37096866 | 17 | < 0.1% |
| 23199021 | 15 | < 0.1% |
| 88227540 | 15 | < 0.1% |
| 90609804 | 15 | < 0.1% |
| 89472402 | 15 | < 0.1% |
| 88681950 | 15 | < 0.1% |
| 97391007 | 15 | < 0.1% |
| Other values (53975) | 71059 |
| Value | Count | Frequency (%) |
| 135 | 2 | < 0.1% |
| 729 | 1 | < 0.1% |
| 774 | 1 | < 0.1% |
| 1152 | 5 | |
| 1314 | 3 | |
| 1629 | 1 | < 0.1% |
| 5220 | 2 | < 0.1% |
| 5337 | 1 | < 0.1% |
| 6174 | 1 | < 0.1% |
| 6309 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 189502619 | 1 | |
| 189445127 | 1 | |
| 189365864 | 1 | |
| 189351095 | 1 | |
| 189349430 | 1 | |
| 189298877 | 1 | |
| 189257846 | 2 | |
| 189215762 | 1 | |
| 189195422 | 1 | |
| 189179321 | 1 |
race
Categorical
IMBALANCE  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3554 |
| Missing (%) | 5.0% |
| Memory size | 556.7 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| ? | 1516 |
| Hispanic | 1364 |
| Other | 995 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.8422032 |
| Min length | 1 |
Characters and Unicode
| Total characters | 666140 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | AfricanAmerican |
| 3rd row | Caucasian |
| 4th row | AfricanAmerican |
| 5th row | Caucasian |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 50693 | |
| AfricanAmerican | 12693 | 17.8% |
| ? | 1516 | 2.1% |
| Hispanic | 1364 | 1.9% |
| Other | 995 | 1.4% |
| Asian | 421 | 0.6% |
| (Missing) | 3554 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| caucasian | 50693 | |
| africanamerican | 12693 | 18.8% |
| 1516 | 2.2% | |
| hispanic | 1364 | 2.0% |
| other | 995 | 1.5% |
| asian | 421 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 179250 | |
| i | 79228 | |
| n | 77864 | |
| c | 77443 | |
| s | 52478 | 7.9% |
| C | 50693 | 7.6% |
| u | 50693 | 7.6% |
| r | 26381 | 4.0% |
| A | 25807 | 3.9% |
| e | 13688 | 2.1% |
| Other values (8) | 32615 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 585765 | |
| Uppercase Letter | 78859 | 11.8% |
| Other Punctuation | 1516 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 179250 | |
| i | 79228 | |
| n | 77864 | |
| c | 77443 | |
| s | 52478 | 9.0% |
| u | 50693 | 8.7% |
| r | 26381 | 4.5% |
| e | 13688 | 2.3% |
| f | 12693 | 2.2% |
| m | 12693 | 2.2% |
| Other values (3) | 3354 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 50693 | |
| A | 25807 | |
| H | 1364 | 1.7% |
| O | 995 | 1.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 1516 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 664624 | |
| Common | 1516 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 179250 | |
| i | 79228 | |
| n | 77864 | |
| c | 77443 | |
| s | 52478 | 7.9% |
| C | 50693 | 7.6% |
| u | 50693 | 7.6% |
| r | 26381 | 4.0% |
| A | 25807 | 3.9% |
| e | 13688 | 2.1% |
| Other values (7) | 31099 | 4.7% |
Common
| Value | Count | Frequency (%) |
| ? | 1516 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 666140 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 179250 | |
| i | 79228 | |
| n | 77864 | |
| c | 77443 | |
| s | 52478 | 7.9% |
| C | 50693 | 7.6% |
| u | 50693 | 7.6% |
| r | 26381 | 4.0% |
| A | 25807 | 3.9% |
| e | 13688 | 2.1% |
| Other values (8) | 32615 | 4.9% |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 3 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.0737408 |
| Min length | 4 |
Characters and Unicode
| Total characters | 361433 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 38228 | |
| Male | 33005 | |
| Unknown/Invalid | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 38228 | |
| male | 33005 | |
| unknown/invalid | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 109461 | |
| a | 71236 | |
| l | 71236 | |
| F | 38228 | 10.6% |
| m | 38228 | 10.6% |
| M | 33005 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 290191 | |
| Uppercase Letter | 71239 | 19.7% |
| Other Punctuation | 3 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 109461 | |
| a | 71236 | |
| l | 71236 | |
| m | 38228 | 13.2% |
| n | 12 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| w | 3 | < 0.1% |
| v | 3 | < 0.1% |
| i | 3 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 38228 | |
| M | 33005 | |
| U | 3 | < 0.1% |
| I | 3 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 361430 | |
| Common | 3 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 109461 | |
| a | 71236 | |
| l | 71236 | |
| F | 38228 | 10.6% |
| m | 38228 | 10.6% |
| M | 33005 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (5) | 15 | < 0.1% |
Common
| Value | Count | Frequency (%) |
| / | 3 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 361433 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 109461 | |
| a | 71236 | |
| l | 71236 | |
| F | 38228 | 10.6% |
| m | 38228 | 10.6% |
| M | 33005 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
age
Categorical
MISSING 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3557 |
| Missing (%) | 5.0% |
| Memory size | 556.7 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [80-90) | |
| [50-60) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0261529 |
| Min length | 6 |
Characters and Unicode
| Total characters | 475523 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [70-80) |
|---|---|
| 2nd row | [50-60) |
| 3rd row | [60-70) |
| 4th row | [60-70) |
| 5th row | [70-80) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 17359 | |
| [60-70) | 14908 | |
| [80-90) | 11510 | |
| [50-60) | 11423 | |
| [40-50) | 6418 | 9.0% |
| [30-40) | 2536 | 3.6% |
| [90-100) | 1875 | 2.6% |
| [20-30) | 1071 | 1.5% |
| [10-20) | 474 | 0.7% |
| [0-10) | 105 | 0.1% |
| (Missing) | 3557 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 70-80 | 17359 | |
| 60-70 | 14908 | |
| 80-90 | 11510 | |
| 50-60 | 11423 | |
| 40-50 | 6418 | 9.5% |
| 30-40 | 2536 | 3.7% |
| 90-100 | 1875 | 2.8% |
| 20-30 | 1071 | 1.6% |
| 10-20 | 474 | 0.7% |
| 0-10 | 105 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 137233 | |
| [ | 67679 | |
| - | 67679 | |
| ) | 67679 | |
| 7 | 32267 | 6.8% |
| 8 | 28869 | 6.1% |
| 6 | 26331 | 5.5% |
| 5 | 17841 | 3.8% |
| 9 | 13385 | 2.8% |
| 4 | 8954 | 1.9% |
| Other values (3) | 7606 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 272486 | |
| Open Punctuation | 67679 | 14.2% |
| Dash Punctuation | 67679 | 14.2% |
| Close Punctuation | 67679 | 14.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 137233 | |
| 7 | 32267 | 11.8% |
| 8 | 28869 | 10.6% |
| 6 | 26331 | 9.7% |
| 5 | 17841 | 6.5% |
| 9 | 13385 | 4.9% |
| 4 | 8954 | 3.3% |
| 3 | 3607 | 1.3% |
| 1 | 2454 | 0.9% |
| 2 | 1545 | 0.6% |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 67679 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 67679 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 67679 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 475523 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 137233 | |
| [ | 67679 | |
| - | 67679 | |
| ) | 67679 | |
| 7 | 32267 | 6.8% |
| 8 | 28869 | 6.1% |
| 6 | 26331 | 5.5% |
| 5 | 17841 | 3.8% |
| 9 | 13385 | 2.8% |
| 4 | 8954 | 1.9% |
| Other values (3) | 7606 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 475523 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 137233 | |
| [ | 67679 | |
| - | 67679 | |
| ) | 67679 | |
| 7 | 32267 | 6.8% |
| 8 | 28869 | 6.1% |
| 6 | 26331 | 5.5% |
| 5 | 17841 | 3.8% |
| 9 | 13385 | 2.8% |
| 4 | 8954 | 1.9% |
| Other values (3) | 7606 | 1.6% |
weight
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| ? | |
|---|---|
| [75-100) | 933 |
| [50-75) | 636 |
| [100-125) | 449 |
| [125-150) | 96 |
| Other values (5) | 132 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.2177831 |
| Min length | 1 |
Characters and Unicode
| Total characters | 86750 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 6 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 68990 | |
| [75-100) | 933 | 1.3% |
| [50-75) | 636 | 0.9% |
| [100-125) | 449 | 0.6% |
| [125-150) | 96 | 0.1% |
| [25-50) | 67 | 0.1% |
| [0-25) | 35 | < 0.1% |
| [150-175) | 21 | < 0.1% |
| [175-200) | 7 | < 0.1% |
| >200 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 68990 | ||
| 75-100 | 933 | 1.3% |
| 50-75 | 636 | 0.9% |
| 100-125 | 449 | 0.6% |
| 125-150 | 96 | 0.1% |
| 25-50 | 67 | 0.1% |
| 0-25 | 35 | < 0.1% |
| 150-175 | 21 | < 0.1% |
| 175-200 | 7 | < 0.1% |
| 200 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| ? | 68990 | |
| 0 | 3637 | 4.2% |
| 5 | 3064 | 3.5% |
| [ | 2244 | 2.6% |
| - | 2244 | 2.6% |
| ) | 2244 | 2.6% |
| 1 | 2072 | 2.4% |
| 7 | 1597 | 1.8% |
| 2 | 656 | 0.8% |
| > | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Punctuation | 68990 | |
| Decimal Number | 11026 | 12.7% |
| Open Punctuation | 2244 | 2.6% |
| Dash Punctuation | 2244 | 2.6% |
| Close Punctuation | 2244 | 2.6% |
| Math Symbol | 2 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3637 | |
| 5 | 3064 | |
| 1 | 2072 | |
| 7 | 1597 | |
| 2 | 656 | 5.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 68990 |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 2244 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2244 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 2244 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 86750 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| ? | 68990 | |
| 0 | 3637 | 4.2% |
| 5 | 3064 | 3.5% |
| [ | 2244 | 2.6% |
| - | 2244 | 2.6% |
| ) | 2244 | 2.6% |
| 1 | 2072 | 2.4% |
| 7 | 1597 | 1.8% |
| 2 | 656 | 0.8% |
| > | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 86750 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| ? | 68990 | |
| 0 | 3637 | 4.2% |
| 5 | 3064 | 3.5% |
| [ | 2244 | 2.6% |
| - | 2244 | 2.6% |
| ) | 2244 | 2.6% |
| 1 | 2072 | 2.4% |
| 7 | 1597 | 1.8% |
| 2 | 656 | 0.8% |
| > | 2 | < 0.1% |
payer_code
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (13) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.6041187 |
| Min length | 1 |
Characters and Unicode
| Total characters | 114271 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | MC |
| 5th row | HM |
Common Values
| Value | Count | Frequency (%) |
| ? | 28201 | |
| MC | 22683 | |
| HM | 4319 | 6.1% |
| SP | 3541 | 5.0% |
| BC | 3292 | 4.6% |
| MD | 2484 | 3.5% |
| CP | 1762 | 2.5% |
| UN | 1733 | 2.4% |
| CM | 1347 | 1.9% |
| OG | 729 | 1.0% |
| Other values (8) | 1145 | 1.6% |
Length
| Value | Count | Frequency (%) |
| 28201 | ||
| mc | 22683 | |
| hm | 4319 | 6.1% |
| sp | 3541 | 5.0% |
| bc | 3292 | 4.6% |
| md | 2484 | 3.5% |
| cp | 1762 | 2.5% |
| un | 1733 | 2.4% |
| cm | 1347 | 1.9% |
| og | 729 | 1.0% |
| Other values (8) | 1145 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 31265 | |
| C | 29285 | |
| ? | 28201 | |
| P | 5762 | 5.0% |
| H | 4421 | 3.9% |
| S | 3586 | 3.1% |
| B | 3292 | 2.9% |
| D | 2862 | 2.5% |
| N | 1733 | 1.5% |
| U | 1733 | 1.5% |
| Other values (7) | 2131 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 86070 | |
| Other Punctuation | 28201 | 24.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 31265 | |
| C | 29285 | |
| P | 5762 | 6.7% |
| H | 4421 | 5.1% |
| S | 3586 | 4.2% |
| B | 3292 | 3.8% |
| D | 2862 | 3.3% |
| N | 1733 | 2.0% |
| U | 1733 | 2.0% |
| O | 1195 | 1.4% |
| Other values (6) | 936 | 1.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 28201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 86070 | |
| Common | 28201 | 24.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 31265 | |
| C | 29285 | |
| P | 5762 | 6.7% |
| H | 4421 | 5.1% |
| S | 3586 | 4.2% |
| B | 3292 | 3.8% |
| D | 2862 | 3.3% |
| N | 1733 | 2.0% |
| U | 1733 | 2.0% |
| O | 1195 | 1.4% |
| Other values (6) | 936 | 1.1% |
Common
| Value | Count | Frequency (%) |
| ? | 28201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 114271 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 31265 | |
| C | 29285 | |
| ? | 28201 | |
| P | 5762 | 5.0% |
| H | 4421 | 3.9% |
| S | 3586 | 3.1% |
| B | 3292 | 2.9% |
| D | 2862 | 2.5% |
| N | 1733 | 1.5% |
| U | 1733 | 1.5% |
| Other values (7) | 2131 | 1.9% |
outpatient_visits_in_previous_year
Real number (ℝ)
ZEROS 
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36958841 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 59587 |
| Zeros (%) | 83.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2874691 |
|---|---|
| Coefficient of variation (CV) | 3.4835213 |
| Kurtosis | 153.15694 |
| Mean | 0.36958841 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.0844775 |
| Sum | 26328 |
| Variance | 1.6575767 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 59587 | |
| 1 | 5967 | 8.4% |
| 2 | 2465 | 3.5% |
| 3 | 1431 | 2.0% |
| 4 | 760 | 1.1% |
| 5 | 370 | 0.5% |
| 6 | 212 | 0.3% |
| 7 | 107 | 0.2% |
| 8 | 67 | 0.1% |
| 9 | 59 | 0.1% |
| Other values (28) | 211 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 59587 | |
| 1 | 5967 | 8.4% |
| 2 | 2465 | 3.5% |
| 3 | 1431 | 2.0% |
| 4 | 760 | 1.1% |
| 5 | 370 | 0.5% |
| 6 | 212 | 0.3% |
| 7 | 107 | 0.2% |
| 8 | 67 | 0.1% |
| 9 | 59 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 2 | |
| 34 | 1 | |
| 33 | 1 | |
| 29 | 2 | |
| 28 | 1 |
emergency_visits_in_previous_year
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19624909 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 63242 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.91085372 |
|---|---|
| Coefficient of variation (CV) | 4.6413144 |
| Kurtosis | 1216.0355 |
| Mean | 0.19624909 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.475732 |
| Sum | 13980 |
| Variance | 0.82965449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63242 | |
| 1 | 5422 | 7.6% |
| 2 | 1432 | 2.0% |
| 3 | 502 | 0.7% |
| 4 | 262 | 0.4% |
| 5 | 126 | 0.2% |
| 6 | 71 | 0.1% |
| 7 | 47 | 0.1% |
| 10 | 24 | < 0.1% |
| 8 | 23 | < 0.1% |
| Other values (20) | 85 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 63242 | |
| 1 | 5422 | 7.6% |
| 2 | 1432 | 2.0% |
| 3 | 502 | 0.7% |
| 4 | 262 | 0.4% |
| 5 | 126 | 0.2% |
| 6 | 71 | 0.1% |
| 7 | 47 | 0.1% |
| 8 | 23 | < 0.1% |
| 9 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 22 | 5 | |
| 21 | 2 | < 0.1% |
inpatient_visits_in_previous_year
Real number (ℝ)
ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64015385 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 47231 |
| Zeros (%) | 66.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2672711 |
|---|---|
| Coefficient of variation (CV) | 1.9796352 |
| Kurtosis | 20.274024 |
| Mean | 0.64015385 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5752115 |
| Sum | 45602 |
| Variance | 1.605976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47231 | |
| 1 | 13706 | 19.2% |
| 2 | 5303 | 7.4% |
| 3 | 2407 | 3.4% |
| 4 | 1159 | 1.6% |
| 5 | 553 | 0.8% |
| 6 | 361 | 0.5% |
| 7 | 195 | 0.3% |
| 8 | 109 | 0.2% |
| 9 | 81 | 0.1% |
| Other values (11) | 131 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 47231 | |
| 1 | 13706 | 19.2% |
| 2 | 5303 | 7.4% |
| 3 | 2407 | 3.4% |
| 4 | 1159 | 1.6% |
| 5 | 553 | 0.8% |
| 6 | 361 | 0.5% |
| 7 | 195 | 0.3% |
| 8 | 109 | 0.2% |
| 9 | 81 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 15 | |
| 12 | 25 | |
| 11 | 33 |
admission_type
Categorical
MISSING 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3706 |
| Missing (%) | 5.2% |
| Memory size | 556.7 KiB |
| Emergency | |
|---|---|
| Elective | |
| Urgent | |
| Not Available | 3320 |
| Not Mapped | 214 |
| Other values (2) | 19 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 8.4261958 |
| Min length | 6 |
Characters and Unicode
| Total characters | 569021 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Emergency |
|---|---|
| 2nd row | Emergency |
| 3rd row | Emergency |
| 4th row | Elective |
| 5th row | Emergency |
Common Values
| Value | Count | Frequency (%) |
| Emergency | 37742 | |
| Elective | 13211 | 18.5% |
| Urgent | 13024 | 18.3% |
| Not Available | 3320 | 4.7% |
| Not Mapped | 214 | 0.3% |
| Trauma Center | 13 | < 0.1% |
| Newborn | 6 | < 0.1% |
| (Missing) | 3706 | 5.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| emergency | 37742 | |
| elective | 13211 | 18.6% |
| urgent | 13024 | 18.3% |
| not | 3534 | 5.0% |
| available | 3320 | 4.7% |
| mapped | 214 | 0.3% |
| trauma | 13 | < 0.1% |
| center | 13 | < 0.1% |
| newborn | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 118496 | |
| E | 50953 | |
| c | 50953 | |
| r | 50798 | |
| n | 50785 | |
| g | 50766 | |
| m | 37755 | 6.6% |
| y | 37742 | 6.6% |
| t | 29782 | 5.2% |
| l | 19851 | 3.5% |
| Other values (16) | 71140 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 494397 | |
| Uppercase Letter | 71077 | 12.5% |
| Space Separator | 3547 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 118496 | |
| c | 50953 | |
| r | 50798 | |
| n | 50785 | |
| g | 50766 | |
| m | 37755 | 7.6% |
| y | 37742 | 7.6% |
| t | 29782 | 6.0% |
| l | 19851 | 4.0% |
| i | 16531 | 3.3% |
| Other values (8) | 30938 | 6.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 50953 | |
| U | 13024 | 18.3% |
| N | 3540 | 5.0% |
| A | 3320 | 4.7% |
| M | 214 | 0.3% |
| T | 13 | < 0.1% |
| C | 13 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 3547 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 565474 | |
| Common | 3547 | 0.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 118496 | |
| E | 50953 | |
| c | 50953 | |
| r | 50798 | |
| n | 50785 | |
| g | 50766 | |
| m | 37755 | 6.7% |
| y | 37742 | 6.7% |
| t | 29782 | 5.3% |
| l | 19851 | 3.5% |
| Other values (15) | 67593 |
Common
| Value | Count | Frequency (%) |
| 3547 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 569021 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 118496 | |
| E | 50953 | |
| c | 50953 | |
| r | 50798 | |
| n | 50785 | |
| g | 50766 | |
| m | 37755 | 6.6% |
| y | 37742 | 6.6% |
| t | 29782 | 5.2% |
| l | 19851 | 3.5% |
| Other values (16) | 71140 |
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
Length
| Max length | 36 |
|---|---|
| Median length | 33 |
| Mean length | 8.6286709 |
| Min length | 1 |
Characters and Unicode
| Total characters | 614672 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Family/GeneralPractice |
|---|---|
| 2nd row | ? |
| 3rd row | Family/GeneralPractice |
| 4th row | InternalMedicine |
| 5th row | ? |
| Value | Count | Frequency (%) |
| 34922 | ||
| internalmedicine | 10292 | 14.4% |
| emergency/trauma | 5319 | 7.5% |
| family/generalpractice | 5217 | 7.3% |
| cardiology | 3716 | 5.2% |
| surgery-general | 2144 | 3.0% |
| nephrology | 1136 | 1.6% |
| orthopedics | 954 | 1.3% |
| orthopedics-reconstructive | 867 | 1.2% |
| radiologist | 817 | 1.1% |
| Other values (59) | 5852 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 73743 | 12.0% |
| r | 53825 | 8.8% |
| a | 49937 | 8.1% |
| n | 48349 | 7.9% |
| i | 44479 | 7.2% |
| c | 35137 | 5.7% |
| ? | 34922 | 5.7% |
| l | 34274 | 5.6% |
| y | 24470 | 4.0% |
| t | 23985 | 3.9% |
| Other values (32) | 191551 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 495142 | |
| Uppercase Letter | 68812 | 11.2% |
| Other Punctuation | 46106 | 7.5% |
| Dash Punctuation | 4612 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 73743 | |
| r | 53825 | |
| a | 49937 | |
| n | 48349 | |
| i | 44479 | |
| c | 35137 | |
| l | 34274 | |
| y | 24470 | 4.9% |
| t | 23985 | 4.8% |
| o | 23879 | 4.8% |
| Other values (11) | 83064 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 10589 | |
| I | 10324 | |
| G | 8312 | |
| P | 7331 | |
| T | 5868 | |
| E | 5529 | |
| F | 5223 | |
| C | 4381 | |
| S | 3577 | 5.2% |
| O | 2887 | 4.2% |
| Other values (7) | 4791 |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 34922 | |
| / | 11159 | 24.2% |
| & | 25 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4612 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 563954 | |
| Common | 50718 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 73743 | |
| r | 53825 | 9.5% |
| a | 49937 | 8.9% |
| n | 48349 | 8.6% |
| i | 44479 | 7.9% |
| c | 35137 | 6.2% |
| l | 34274 | 6.1% |
| y | 24470 | 4.3% |
| t | 23985 | 4.3% |
| o | 23879 | 4.2% |
| Other values (28) | 151876 |
Common
| Value | Count | Frequency (%) |
| ? | 34922 | |
| / | 11159 | 22.0% |
| - | 4612 | 9.1% |
| & | 25 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 614672 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 73743 | 12.0% |
| r | 53825 | 8.8% |
| a | 49937 | 8.1% |
| n | 48349 | 7.9% |
| i | 44479 | 7.2% |
| c | 35137 | 5.7% |
| ? | 34922 | 5.7% |
| l | 34274 | 5.6% |
| y | 24470 | 4.0% |
| t | 23985 | 3.9% |
| Other values (32) | 191551 |
average_pulse_bpm
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.486622 |
| Minimum | 60 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 63 |
| Q1 | 79 |
| median | 100 |
| Q3 | 119 |
| 95-th percentile | 136 |
| Maximum | 139 |
| Range | 79 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 23.098802 |
|---|---|
| Coefficient of variation (CV) | 0.23217998 |
| Kurtosis | -1.1982491 |
| Mean | 99.486622 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.0014253215 |
| Sum | 7087029 |
| Variance | 533.55463 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 952 | 1.3% |
| 105 | 951 | 1.3% |
| 90 | 942 | 1.3% |
| 61 | 937 | 1.3% |
| 68 | 933 | 1.3% |
| 131 | 925 | 1.3% |
| 103 | 923 | 1.3% |
| 126 | 923 | 1.3% |
| 73 | 920 | 1.3% |
| 80 | 917 | 1.3% |
| Other values (70) | 61913 |
| Value | Count | Frequency (%) |
| 60 | 895 | |
| 61 | 937 | |
| 62 | 906 | |
| 63 | 829 | |
| 64 | 872 | |
| 65 | 952 | |
| 66 | 895 | |
| 67 | 906 | |
| 68 | 933 | |
| 69 | 852 |
| Value | Count | Frequency (%) |
| 139 | 855 | |
| 138 | 889 | |
| 137 | 908 | |
| 136 | 914 | |
| 135 | 900 | |
| 134 | 894 | |
| 133 | 869 | |
| 132 | 882 | |
| 131 | 925 | |
| 130 | 917 |
discharge_disposition
Categorical
IMBALANCE  MISSING 
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2590 |
| Missing (%) | 3.6% |
| Memory size | 556.7 KiB |
| Discharged to home | |
|---|---|
| Discharged/transferred to SNF | |
| Discharged/transferred to home with home health service | |
| Discharged/transferred to another short term hospital | 1488 |
| Discharged/transferred to another rehab fac including rehab units of a hospital . | 1393 |
| Other values (20) |
Length
| Max length | 105 |
|---|---|
| Median length | 18 |
| Mean length | 27.255689 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1870994 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Discharged to home |
|---|---|
| 2nd row | Discharged/transferred to a federal health care facility. |
| 3rd row | Discharged to home |
| 4th row | Discharged to home |
| 5th row | Discharged/transferred to home with home health service |
Common Values
| Value | Count | Frequency (%) |
| Discharged to home | 42256 | |
| Discharged/transferred to SNF | 9780 | 13.7% |
| Discharged/transferred to home with home health service | 9005 | 12.6% |
| Discharged/transferred to another short term hospital | 1488 | 2.1% |
| Discharged/transferred to another rehab fac including rehab units of a hospital . | 1393 | 2.0% |
| Expired | 1135 | 1.6% |
| Discharged/transferred to another type of inpatient care institution | 822 | 1.2% |
| Not Mapped | 679 | 1.0% |
| Discharged/transferred to ICF | 571 | 0.8% |
| Left AMA | 421 | 0.6% |
| Other values (15) | 1096 | 1.5% |
| (Missing) | 2590 | 3.6% |
Length
| Value | Count | Frequency (%) |
| to | 65878 | |
| home | 60692 | |
| discharged | 42258 | |
| discharged/transferred | 23499 | 8.9% |
| snf | 9780 | 3.7% |
| health | 9008 | 3.4% |
| with | 9005 | 3.4% |
| service | 9005 | 3.4% |
| another | 3712 | 1.4% |
| hospital | 3372 | 1.3% |
| Other values (59) | 27083 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 216005 | |
| 194646 | ||
| h | 165172 | 8.8% |
| r | 158998 | 8.5% |
| o | 140206 | 7.5% |
| t | 126692 | 6.8% |
| a | 115434 | 6.2% |
| s | 106629 | 5.7% |
| i | 99598 | 5.3% |
| d | 93734 | 5.0% |
| Other values (28) | 453880 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1548376 | |
| Space Separator | 194646 | 10.4% |
| Uppercase Letter | 101999 | 5.5% |
| Other Punctuation | 25973 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 216005 | |
| h | 165172 | |
| r | 158998 | |
| o | 140206 | |
| t | 126692 | |
| a | 115434 | |
| s | 106629 | |
| i | 99598 | |
| d | 93734 | 6.1% |
| c | 80622 | 5.2% |
| Other values (12) | 245286 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 65868 | |
| N | 10461 | 10.3% |
| F | 10351 | 10.1% |
| S | 9782 | 9.6% |
| M | 1215 | 1.2% |
| E | 1142 | 1.1% |
| A | 855 | 0.8% |
| I | 652 | 0.6% |
| H | 600 | 0.6% |
| C | 571 | 0.6% |
| Other values (2) | 502 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 24244 | |
| . | 1722 | 6.6% |
| , | 7 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 194646 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1650375 | |
| Common | 220619 | 11.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 216005 | |
| h | 165172 | |
| r | 158998 | |
| o | 140206 | |
| t | 126692 | 7.7% |
| a | 115434 | 7.0% |
| s | 106629 | 6.5% |
| i | 99598 | 6.0% |
| d | 93734 | 5.7% |
| c | 80622 | 4.9% |
| Other values (24) | 347285 |
Common
| Value | Count | Frequency (%) |
| 194646 | ||
| / | 24244 | 11.0% |
| . | 1722 | 0.8% |
| , | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1870994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 216005 | |
| 194646 | ||
| h | 165172 | 8.8% |
| r | 158998 | 8.5% |
| o | 140206 | 7.5% |
| t | 126692 | 6.8% |
| a | 115434 | 6.2% |
| s | 106629 | 5.7% |
| i | 99598 | 5.3% |
| d | 93734 | 5.0% |
| Other values (28) | 453880 |
admission_source
Categorical
IMBALANCE  MISSING 
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4718 |
| Missing (%) | 6.6% |
| Memory size | 556.7 KiB |
| Emergency Room | |
|---|---|
| Physician Referral | |
| Transfer from a hospital | 2230 |
| Transfer from another health care facility | 1562 |
| Clinic Referral | 779 |
| Other values (11) | 950 |
Length
| Max length | 58 |
|---|---|
| Median length | 15 |
| Mean length | 17.484801 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1163054 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Emergency Room |
|---|---|
| 2nd row | Clinic Referral |
| 3rd row | Transfer from another health care facility |
| 4th row | Physician Referral |
| 5th row | Emergency Room |
Common Values
| Value | Count | Frequency (%) |
| Emergency Room | 40319 | |
| Physician Referral | 20678 | |
| Transfer from a hospital | 2230 | 3.1% |
| Transfer from another health care facility | 1562 | 2.2% |
| Clinic Referral | 779 | 1.1% |
| Transfer from a Skilled Nursing Facility (SNF) | 595 | 0.8% |
| HMO Referral | 129 | 0.2% |
| Not Mapped | 107 | 0.2% |
| Not Available | 88 | 0.1% |
| Court/Law Enforcement | 11 | < 0.1% |
| Other values (6) | 20 | < 0.1% |
| (Missing) | 4718 | 6.6% |
Length
| Value | Count | Frequency (%) |
| emergency | 40319 | |
| room | 40319 | |
| referral | 21586 | |
| physician | 20678 | |
| transfer | 4404 | 3.0% |
| from | 4404 | 3.0% |
| a | 2833 | 1.9% |
| hospital | 2245 | 1.5% |
| facility | 2157 | 1.5% |
| care | 1562 | 1.1% |
| Other values (29) | 6303 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 143671 | ||
| e | 133751 | |
| r | 100472 | 8.6% |
| o | 89069 | 7.7% |
| m | 85073 | 7.3% |
| n | 68377 | 5.9% |
| c | 65544 | 5.6% |
| y | 63160 | 5.4% |
| R | 61905 | 5.3% |
| a | 58927 | 5.1% |
| Other values (32) | 293105 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 885697 | |
| Space Separator | 143671 | 12.4% |
| Uppercase Letter | 132477 | 11.4% |
| Open Punctuation | 595 | 0.1% |
| Close Punctuation | 595 | 0.1% |
| Other Punctuation | 19 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 133751 | |
| r | 100472 | |
| o | 89069 | |
| m | 85073 | |
| n | 68377 | |
| c | 65544 | |
| y | 63160 | |
| a | 58927 | |
| i | 50792 | 5.7% |
| g | 40916 | 4.6% |
| Other values (13) | 129616 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 61905 | |
| E | 40331 | |
| P | 20678 | 15.6% |
| T | 4404 | 3.3% |
| N | 1386 | 1.0% |
| S | 1193 | 0.9% |
| F | 1190 | 0.9% |
| C | 792 | 0.6% |
| M | 236 | 0.2% |
| H | 129 | 0.1% |
| Other values (5) | 233 | 0.2% |
Space Separator
| Value | Count | Frequency (%) |
| 143671 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 595 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 595 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 19 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1018174 | |
| Common | 144880 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 133751 | |
| r | 100472 | |
| o | 89069 | 8.7% |
| m | 85073 | 8.4% |
| n | 68377 | 6.7% |
| c | 65544 | 6.4% |
| y | 63160 | 6.2% |
| R | 61905 | 6.1% |
| a | 58927 | 5.8% |
| i | 50792 | 5.0% |
| Other values (28) | 241104 |
Common
| Value | Count | Frequency (%) |
| 143671 | ||
| ( | 595 | 0.4% |
| ) | 595 | 0.4% |
| / | 19 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1163054 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 143671 | ||
| e | 133751 | |
| r | 100472 | 8.6% |
| o | 89069 | 7.7% |
| m | 85073 | 7.3% |
| n | 68377 | 5.9% |
| c | 65544 | 5.6% |
| y | 63160 | 5.4% |
| R | 61905 | 5.3% |
| a | 58927 | 5.1% |
| Other values (32) | 293105 |
length_of_stay_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3910242 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9887391 |
|---|---|
| Coefficient of variation (CV) | 0.68064738 |
| Kurtosis | 0.84694054 |
| Mean | 4.3910242 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1354771 |
| Sum | 312799 |
| Variance | 8.9325615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 12434 | |
| 2 | 12119 | |
| 1 | 10010 | |
| 4 | 9656 | |
| 5 | 6967 | |
| 6 | 5237 | |
| 7 | 4154 | 5.8% |
| 8 | 3003 | 4.2% |
| 9 | 2105 | 3.0% |
| 10 | 1637 | 2.3% |
| Other values (4) | 3914 | 5.5% |
| Value | Count | Frequency (%) |
| 1 | 10010 | |
| 2 | 12119 | |
| 3 | 12434 | |
| 4 | 9656 | |
| 5 | 6967 | |
| 6 | 5237 | |
| 7 | 4154 | 5.8% |
| 8 | 3003 | 4.2% |
| 9 | 2105 | 3.0% |
| 10 | 1637 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 723 | 1.0% |
| 13 | 859 | 1.2% |
| 12 | 1010 | 1.4% |
| 11 | 1322 | 1.9% |
| 10 | 1637 | 2.3% |
| 9 | 2105 | 3.0% |
| 8 | 3003 | |
| 7 | 4154 | |
| 6 | 5237 | |
| 5 | 6967 |
number_lab_tests
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.095654 |
| Minimum | 1 |
|---|---|
| Maximum | 121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 121 |
| Range | 120 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.642919 |
|---|---|
| Coefficient of variation (CV) | 0.45579814 |
| Kurtosis | -0.25555922 |
| Mean | 43.095654 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2366487 |
| Sum | 3069962 |
| Variance | 385.84426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2183 | 3.1% |
| 43 | 1965 | 2.8% |
| 44 | 1787 | 2.5% |
| 45 | 1672 | 2.3% |
| 40 | 1553 | 2.2% |
| 46 | 1535 | 2.2% |
| 38 | 1524 | 2.1% |
| 41 | 1505 | 2.1% |
| 47 | 1504 | 2.1% |
| 39 | 1483 | 2.1% |
| Other values (104) | 54525 |
| Value | Count | Frequency (%) |
| 1 | 2183 | |
| 2 | 788 | 1.1% |
| 3 | 466 | 0.7% |
| 4 | 268 | 0.4% |
| 5 | 203 | 0.3% |
| 6 | 212 | 0.3% |
| 7 | 237 | 0.3% |
| 8 | 251 | 0.4% |
| 9 | 653 | 0.9% |
| 10 | 585 | 0.8% |
| Value | Count | Frequency (%) |
| 121 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 1 | < 0.1% |
| 113 | 2 | |
| 111 | 3 | |
| 109 | 2 | |
| 108 | 2 | |
| 107 | 1 | < 0.1% |
| 106 | 4 | |
| 105 | 2 |
non_lab_procedures
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3409231 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 32632 |
| Zeros (%) | 45.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7066641 |
|---|---|
| Coefficient of variation (CV) | 1.2727531 |
| Kurtosis | 0.85393668 |
| Mean | 1.3409231 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.315643 |
| Sum | 95522 |
| Variance | 2.9127022 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32632 | |
| 1 | 14533 | |
| 2 | 8896 | 12.5% |
| 3 | 6614 | 9.3% |
| 6 | 3478 | 4.9% |
| 4 | 2928 | 4.1% |
| 5 | 2155 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 32632 | |
| 1 | 14533 | |
| 2 | 8896 | 12.5% |
| 3 | 6614 | 9.3% |
| 4 | 2928 | 4.1% |
| 5 | 2155 | 3.0% |
| 6 | 3478 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 3478 | 4.9% |
| 5 | 2155 | 3.0% |
| 4 | 2928 | 4.1% |
| 3 | 6614 | 9.3% |
| 2 | 8896 | 12.5% |
| 1 | 14533 | |
| 0 | 32632 |
number_of_medications
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.995452 |
| Minimum | 1 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 75 |
| Range | 74 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.122347 |
|---|---|
| Coefficient of variation (CV) | 0.50779104 |
| Kurtosis | 3.4625852 |
| Mean | 15.995452 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.330452 |
| Sum | 1139452 |
| Variance | 65.972521 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 4315 | 6.1% |
| 12 | 4171 | 5.9% |
| 15 | 4065 | 5.7% |
| 11 | 4051 | 5.7% |
| 14 | 4029 | 5.7% |
| 16 | 3786 | 5.3% |
| 10 | 3686 | 5.2% |
| 17 | 3455 | 4.9% |
| 9 | 3403 | 4.8% |
| 18 | 3172 | 4.5% |
| Other values (62) | 33103 |
| Value | Count | Frequency (%) |
| 1 | 183 | 0.3% |
| 2 | 323 | 0.5% |
| 3 | 639 | 0.9% |
| 4 | 982 | 1.4% |
| 5 | 1414 | 2.0% |
| 6 | 1955 | |
| 7 | 2471 | |
| 8 | 3094 | |
| 9 | 3403 | |
| 10 | 3686 |
| Value | Count | Frequency (%) |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 70 | 2 | < 0.1% |
| 69 | 4 | < 0.1% |
| 68 | 3 | < 0.1% |
| 67 | 5 | |
| 66 | 5 | |
| 65 | 7 | |
| 64 | 6 | |
| 63 | 10 |
| Distinct | 687 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1732691 |
| Min length | 1 |
Characters and Unicode
| Total characters | 226051 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 101 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 515 |
|---|---|
| 2nd row | 38 |
| 3rd row | 534 |
| 4th row | 569 |
| 5th row | 715 |
| Value | Count | Frequency (%) |
| 428 | 4776 | 6.7% |
| 414 | 4596 | 6.5% |
| 786 | 2846 | 4.0% |
| 410 | 2513 | 3.5% |
| 486 | 2488 | 3.5% |
| 427 | 1937 | 2.7% |
| 491 | 1594 | 2.2% |
| 715 | 1512 | 2.1% |
| 682 | 1424 | 2.0% |
| 780 | 1406 | 2.0% |
| Other values (677) | 46144 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 38806 | |
| 2 | 27849 | |
| 8 | 26665 | |
| 5 | 26026 | |
| 7 | 20000 | |
| 1 | 19675 | |
| 0 | 17412 | |
| 6 | 16301 | |
| 9 | 13925 | 6.2% |
| 3 | 12286 | 5.4% |
| Other values (3) | 7106 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 218945 | |
| Other Punctuation | 5951 | 2.6% |
| Uppercase Letter | 1155 | 0.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 38806 | |
| 2 | 27849 | |
| 8 | 26665 | |
| 5 | 26026 | |
| 7 | 20000 | |
| 1 | 19675 | |
| 0 | 17412 | |
| 6 | 16301 | |
| 9 | 13925 | 6.4% |
| 3 | 12286 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5935 | |
| ? | 16 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1155 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 224896 | |
| Latin | 1155 | 0.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 38806 | |
| 2 | 27849 | |
| 8 | 26665 | |
| 5 | 26026 | |
| 7 | 20000 | |
| 1 | 19675 | |
| 0 | 17412 | |
| 6 | 16301 | |
| 9 | 13925 | 6.2% |
| 3 | 12286 | 5.5% |
| Other values (2) | 5951 | 2.6% |
Latin
| Value | Count | Frequency (%) |
| V | 1155 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 226051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 38806 | |
| 2 | 27849 | |
| 8 | 26665 | |
| 5 | 26026 | |
| 7 | 20000 | |
| 1 | 19675 | |
| 0 | 17412 | |
| 6 | 16301 | |
| 9 | 13925 | 6.2% |
| 3 | 12286 | 5.4% |
| Other values (3) | 7106 | 3.1% |
| Distinct | 699 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1651272 |
| Min length | 1 |
Characters and Unicode
| Total characters | 225471 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 120 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 276 |
|---|---|
| 2nd row | 785 |
| 3rd row | 135 |
| 4th row | 562 |
| 5th row | 599 |
| Value | Count | Frequency (%) |
| 276 | 4694 | 6.6% |
| 428 | 4685 | 6.6% |
| 250 | 4257 | 6.0% |
| 427 | 3537 | 5.0% |
| 401 | 2624 | 3.7% |
| 496 | 2292 | 3.2% |
| 599 | 2291 | 3.2% |
| 403 | 1983 | 2.8% |
| 414 | 1851 | 2.6% |
| 411 | 1777 | 2.5% |
| Other values (689) | 41245 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 35807 | |
| 2 | 34803 | |
| 5 | 26746 | |
| 0 | 23894 | |
| 8 | 20127 | |
| 7 | 19935 | |
| 1 | 18270 | |
| 9 | 15286 | |
| 6 | 13954 | 6.2% |
| 3 | 9926 | 4.4% |
| Other values (4) | 6723 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 218748 | |
| Other Punctuation | 4943 | 2.2% |
| Uppercase Letter | 1780 | 0.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 35807 | |
| 2 | 34803 | |
| 5 | 26746 | |
| 0 | 23894 | |
| 8 | 20127 | |
| 7 | 19935 | |
| 1 | 18270 | |
| 9 | 15286 | |
| 6 | 13954 | 6.4% |
| 3 | 9926 | 4.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4681 | |
| ? | 262 | 5.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1265 | |
| E | 515 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 223691 | |
| Latin | 1780 | 0.8% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 35807 | |
| 2 | 34803 | |
| 5 | 26746 | |
| 0 | 23894 | |
| 8 | 20127 | |
| 7 | 19935 | |
| 1 | 18270 | |
| 9 | 15286 | |
| 6 | 13954 | 6.2% |
| 3 | 9926 | 4.4% |
| Other values (2) | 4943 | 2.2% |
Latin
| Value | Count | Frequency (%) |
| V | 1265 | |
| E | 515 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 225471 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 35807 | |
| 2 | 34803 | |
| 5 | 26746 | |
| 0 | 23894 | |
| 8 | 20127 | |
| 7 | 19935 | |
| 1 | 18270 | |
| 9 | 15286 | |
| 6 | 13954 | 6.2% |
| 3 | 9926 | 4.4% |
| Other values (4) | 6723 | 3.0% |
| Distinct | 747 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1083441 |
| Min length | 1 |
Characters and Unicode
| Total characters | 221426 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 125 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 466 |
|---|---|
| 2nd row | 162 |
| 3rd row | 250 |
| 4th row | 455 |
| 5th row | 428 |
| Value | Count | Frequency (%) |
| 250 | 8070 | 11.3% |
| 401 | 5784 | 8.1% |
| 276 | 3599 | 5.1% |
| 428 | 3240 | 4.5% |
| 427 | 2767 | 3.9% |
| 414 | 2544 | 3.6% |
| 496 | 1818 | 2.6% |
| 403 | 1671 | 2.3% |
| 599 | 1385 | 1.9% |
| 585 | 1383 | 1.9% |
| Other values (737) | 38975 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 35849 | |
| 4 | 34550 | |
| 5 | 28879 | |
| 0 | 27661 | |
| 7 | 18441 | |
| 1 | 17159 | |
| 8 | 16685 | |
| 9 | 12202 | 5.5% |
| 6 | 11507 | 5.2% |
| 3 | 10086 | 4.6% |
| Other values (4) | 8407 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 213019 | |
| Other Punctuation | 4865 | 2.2% |
| Uppercase Letter | 3542 | 1.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 35849 | |
| 4 | 34550 | |
| 5 | 28879 | |
| 0 | 27661 | |
| 7 | 18441 | |
| 1 | 17159 | |
| 8 | 16685 | |
| 9 | 12202 | 5.7% |
| 6 | 11507 | 5.4% |
| 3 | 10086 | 4.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3857 | |
| ? | 1008 | 20.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 2677 | |
| E | 865 | 24.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 217884 | |
| Latin | 3542 | 1.6% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 35849 | |
| 4 | 34550 | |
| 5 | 28879 | |
| 0 | 27661 | |
| 7 | 18441 | |
| 1 | 17159 | |
| 8 | 16685 | |
| 9 | 12202 | 5.6% |
| 6 | 11507 | 5.3% |
| 3 | 10086 | 4.6% |
| Other values (2) | 4865 | 2.2% |
Latin
| Value | Count | Frequency (%) |
| V | 2677 | |
| E | 865 | 24.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 221426 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 35849 | |
| 4 | 34550 | |
| 5 | 28879 | |
| 0 | 27661 | |
| 7 | 18441 | |
| 1 | 17159 | |
| 8 | 16685 | |
| 9 | 12202 | 5.5% |
| 6 | 11507 | 5.2% |
| 3 | 10086 | 4.6% |
| Other values (4) | 8407 | 3.8% |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4210231 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 556.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9378085 |
|---|---|
| Coefficient of variation (CV) | 0.26112417 |
| Kurtosis | -0.068695161 |
| Mean | 7.4210231 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.87821826 |
| Sum | 528644 |
| Variance | 3.7551018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 34669 | |
| 5 | 7921 | 11.1% |
| 8 | 7375 | 10.4% |
| 7 | 7264 | 10.2% |
| 6 | 7134 | 10.0% |
| 4 | 3903 | 5.5% |
| 3 | 1994 | 2.8% |
| 2 | 727 | 1.0% |
| 1 | 164 | 0.2% |
| 16 | 33 | < 0.1% |
| Other values (6) | 52 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 164 | 0.2% |
| 2 | 727 | 1.0% |
| 3 | 1994 | 2.8% |
| 4 | 3903 | 5.5% |
| 5 | 7921 | 11.1% |
| 6 | 7134 | 10.0% |
| 7 | 7264 | 10.2% |
| 8 | 7375 | 10.4% |
| 9 | 34669 | |
| 10 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 33 | < 0.1% |
| 15 | 6 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 13 | < 0.1% |
| 12 | 7 | < 0.1% |
| 11 | 7 | < 0.1% |
| 10 | 15 | < 0.1% |
| 9 | 34669 | |
| 8 | 7375 | 10.4% |
| 7 | 7264 | 10.2% |
glucose_test_result
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 67548 |
| Missing (%) | 94.8% |
| Memory size | 556.7 KiB |
| Norm | |
|---|---|
| >200 | |
| >300 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 14752 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | Norm |
| 3rd row | >200 |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1806 | 2.5% |
| >200 | 1055 | 1.5% |
| >300 | 827 | 1.2% |
| (Missing) | 67548 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1806 | |
| 200 | 1055 | |
| 300 | 827 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3764 | |
| > | 1882 | |
| N | 1806 | |
| o | 1806 | |
| r | 1806 | |
| m | 1806 | |
| 2 | 1055 | 7.2% |
| 3 | 827 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5646 | |
| Lowercase Letter | 5418 | |
| Math Symbol | 1882 | 12.8% |
| Uppercase Letter | 1806 | 12.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3764 | |
| 2 | 1055 | 18.7% |
| 3 | 827 | 14.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1806 | |
| r | 1806 | |
| m | 1806 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 1882 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1806 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7528 | |
| Latin | 7224 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3764 | |
| > | 1882 | |
| 2 | 1055 | 14.0% |
| 3 | 827 | 11.0% |
Latin
| Value | Count | Frequency (%) |
| N | 1806 | |
| o | 1806 | |
| r | 1806 | |
| m | 1806 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14752 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3764 | |
| > | 1882 | |
| N | 1806 | |
| o | 1806 | |
| r | 1806 | |
| m | 1806 | |
| 2 | 1055 | 7.2% |
| 3 | 827 | 5.6% |
a1c_test_result
Categorical
MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 59320 |
| Missing (%) | 83.3% |
| Memory size | 556.7 KiB |
| >8 | |
|---|---|
| Norm | |
| >7 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.587949 |
| Min length | 2 |
Characters and Unicode
| Total characters | 30838 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | >8 |
| 3rd row | >7 |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| >8 | 5705 | 8.0% |
| Norm | 3503 | 4.9% |
| >7 | 2708 | 3.8% |
| (Missing) | 59320 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 5705 | |
| norm | 3503 | |
| 7 | 2708 |
Most occurring characters
| Value | Count | Frequency (%) |
| > | 8413 | |
| 8 | 5705 | |
| N | 3503 | |
| o | 3503 | |
| r | 3503 | |
| m | 3503 | |
| 7 | 2708 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10509 | |
| Math Symbol | 8413 | |
| Decimal Number | 8413 | |
| Uppercase Letter | 3503 | 11.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 3503 | |
| r | 3503 | |
| m | 3503 |
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 5705 | |
| 7 | 2708 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 8413 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 3503 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 16826 | |
| Latin | 14012 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 3503 | |
| o | 3503 | |
| r | 3503 | |
| m | 3503 |
Common
| Value | Count | Frequency (%) |
| > | 8413 | |
| 8 | 5705 | |
| 7 | 2708 | 16.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30838 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| > | 8413 | |
| 8 | 5705 | |
| N | 3503 | |
| o | 3503 | |
| r | 3503 | |
| m | 3503 | |
| 7 | 2708 | 8.8% |
change_in_meds_during_hospitalization
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 142472 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Ch |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 38326 | |
| Ch | 32910 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 38326 | |
| ch | 32910 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 38326 | |
| o | 38326 | |
| C | 32910 | |
| h | 32910 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 71236 | |
| Lowercase Letter | 71236 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 38326 | |
| C | 32910 |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 38326 | |
| h | 32910 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 142472 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 38326 | |
| o | 38326 | |
| C | 32910 | |
| h | 32910 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 142472 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 38326 | |
| o | 38326 | |
| C | 32910 | |
| h | 32910 |
prescribed_diabetes_meds
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.7 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 54890 | |
| False | 16346 | 22.9% |
medication
Text
| Distinct | 303 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
Length
| Max length | 91 |
|---|---|
| Median length | 82 |
| Mean length | 15.408249 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1097622 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 104 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | [] |
|---|---|
| 2nd row | ['insulin'] |
| 3rd row | ['glimepiride', 'insulin'] |
| 4th row | [] |
| 5th row | [] |
| Value | Count | Frequency (%) |
| insulin | 38105 | |
| 16346 | ||
| metformin | 13965 | 13.9% |
| glipizide | 8906 | 8.9% |
| glyburide | 7520 | 7.5% |
| pioglitazone | 5092 | 5.1% |
| rosiglitazone | 4473 | 4.5% |
| glimepiride | 3574 | 3.6% |
| repaglinide | 1078 | 1.1% |
| glyburide-metformin | 497 | 0.5% |
| Other values (12) | 827 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 168074 | |
| i | 158582 | |
| n | 102289 | 9.3% |
| [ | 71236 | 6.5% |
| ] | 71236 | 6.5% |
| l | 69893 | 6.4% |
| e | 51549 | 4.7% |
| u | 46139 | 4.2% |
| s | 42785 | 3.9% |
| o | 34002 | 3.1% |
| Other values (17) | 281837 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 728271 | |
| Other Punctuation | 197221 | 18.0% |
| Open Punctuation | 71236 | 6.5% |
| Close Punctuation | 71236 | 6.5% |
| Space Separator | 29147 | 2.7% |
| Dash Punctuation | 511 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 158582 | |
| n | 102289 | |
| l | 69893 | |
| e | 51549 | 7.1% |
| u | 46139 | 6.3% |
| s | 42785 | 5.9% |
| o | 34002 | 4.7% |
| m | 32652 | 4.5% |
| r | 31935 | 4.4% |
| g | 31662 | 4.3% |
| Other values (11) | 126783 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 168074 | |
| , | 29147 | 14.8% |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 71236 |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 71236 |
Space Separator
| Value | Count | Frequency (%) |
| 29147 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 511 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 728271 | |
| Common | 369351 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 158582 | |
| n | 102289 | |
| l | 69893 | |
| e | 51549 | 7.1% |
| u | 46139 | 6.3% |
| s | 42785 | 5.9% |
| o | 34002 | 4.7% |
| m | 32652 | 4.5% |
| r | 31935 | 4.4% |
| g | 31662 | 4.3% |
| Other values (11) | 126783 |
Common
| Value | Count | Frequency (%) |
| ' | 168074 | |
| [ | 71236 | |
| ] | 71236 | |
| , | 29147 | 7.9% |
| 29147 | 7.9% | |
| - | 511 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1097622 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| ' | 168074 | |
| i | 158582 | |
| n | 102289 | 9.3% |
| [ | 71236 | 6.5% |
| ] | 71236 | 6.5% |
| l | 69893 | 6.4% |
| e | 51549 | 4.7% |
| u | 46139 | 4.2% |
| s | 42785 | 3.9% |
| o | 34002 | 3.1% |
| Other values (17) | 281837 |
readmitted_binary
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 63286 | |
| True | 7950 | 11.2% |
readmitted_multiclass
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 556.7 KiB |
| No | |
|---|---|
| >30 days | |
| <30 days |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 4.7652591 |
| Min length | 2 |
Characters and Unicode
| Total characters | 339458 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >30 days |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | >30 days |
Common Values
| Value | Count | Frequency (%) |
| No | 38405 | |
| >30 days | 24881 | |
| <30 days | 7950 | 11.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 38405 | |
| 30 | 32831 | |
| days | 32831 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 38405 | |
| o | 38405 | |
| 3 | 32831 | |
| 0 | 32831 | |
| 32831 | ||
| d | 32831 | |
| a | 32831 | |
| y | 32831 | |
| s | 32831 | |
| > | 24881 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 169729 | |
| Decimal Number | 65662 | 19.3% |
| Uppercase Letter | 38405 | 11.3% |
| Space Separator | 32831 | 9.7% |
| Math Symbol | 32831 | 9.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 38405 | |
| d | 32831 | |
| a | 32831 | |
| y | 32831 | |
| s | 32831 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 32831 | |
| 0 | 32831 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 24881 | |
| < | 7950 | 24.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 38405 |
Space Separator
| Value | Count | Frequency (%) |
| 32831 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 208134 | |
| Common | 131324 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 38405 | |
| o | 38405 | |
| d | 32831 | |
| a | 32831 | |
| y | 32831 | |
| s | 32831 |
Common
| Value | Count | Frequency (%) |
| 3 | 32831 | |
| 0 | 32831 | |
| 32831 | ||
| > | 24881 | |
| < | 7950 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 339458 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 38405 | |
| o | 38405 | |
| 3 | 32831 | |
| 0 | 32831 | |
| 32831 | ||
| d | 32831 | |
| a | 32831 | |
| y | 32831 | |
| s | 32831 | |
| > | 24881 |
| encounter_id | patient_id | outpatient_visits_in_previous_year | emergency_visits_in_previous_year | inpatient_visits_in_previous_year | average_pulse_bpm | length_of_stay_in_hospital | number_lab_tests | non_lab_procedures | number_of_medications | number_diagnoses | race | gender | age | weight | payer_code | admission_type | discharge_disposition | admission_source | glucose_test_result | a1c_test_result | change_in_meds_during_hospitalization | prescribed_diabetes_meds | readmitted_binary | readmitted_multiclass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| encounter_id | 1.000 | -0.029 | 0.003 | -0.004 | 0.006 | 0.005 | 0.000 | 0.006 | -0.001 | -0.004 | -0.014 | 0.046 | 0.004 | 0.017 | 0.012 | 0.146 | 0.056 | 0.049 | 0.086 | 0.144 | 0.087 | 0.094 | 0.047 | 0.007 | 0.060 |
| patient_id | -0.029 | 1.000 | 0.155 | 0.112 | 0.025 | 0.002 | -0.017 | 0.026 | -0.021 | 0.047 | 0.238 | 0.105 | 0.025 | 0.040 | 0.037 | 0.175 | 0.138 | 0.074 | 0.099 | 0.157 | 0.116 | 0.129 | 0.069 | 0.038 | 0.114 |
| outpatient_visits_in_previous_year | 0.003 | 0.155 | 1.000 | 0.179 | 0.155 | 0.007 | -0.012 | -0.024 | -0.022 | 0.073 | 0.111 | 0.012 | 0.000 | 0.000 | 0.019 | 0.024 | 0.019 | 0.017 | 0.000 | 0.000 | 0.021 | 0.015 | 0.002 | 0.000 | 0.029 |
| emergency_visits_in_previous_year | -0.004 | 0.112 | 0.179 | 1.000 | 0.220 | 0.003 | -0.002 | 0.006 | -0.044 | 0.044 | 0.092 | 0.000 | 0.002 | 0.029 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.008 | 0.006 | 0.015 | 0.005 | 0.029 | 0.028 |
| inpatient_visits_in_previous_year | 0.006 | 0.025 | 0.155 | 0.220 | 1.000 | 0.009 | 0.095 | 0.043 | -0.063 | 0.102 | 0.138 | 0.015 | 0.008 | 0.048 | 0.016 | 0.030 | 0.018 | 0.022 | 0.017 | 0.065 | 0.021 | 0.013 | 0.018 | 0.143 | 0.130 |
| average_pulse_bpm | 0.005 | 0.002 | 0.007 | 0.003 | 0.009 | 1.000 | 0.008 | -0.001 | 0.003 | 0.003 | -0.001 | 0.002 | 0.005 | 0.000 | 0.005 | 0.000 | 0.002 | 0.000 | 0.003 | 0.000 | 0.007 | 0.003 | 0.000 | 0.004 | 0.002 |
| length_of_stay_in_hospital | 0.000 | -0.017 | -0.012 | -0.002 | 0.095 | 0.008 | 1.000 | 0.335 | 0.187 | 0.464 | 0.238 | 0.014 | 0.027 | 0.045 | 0.010 | 0.033 | 0.028 | 0.113 | 0.038 | 0.134 | 0.019 | 0.115 | 0.069 | 0.049 | 0.047 |
| number_lab_tests | 0.006 | 0.026 | -0.024 | 0.006 | 0.043 | -0.001 | 0.335 | 1.000 | 0.020 | 0.248 | 0.171 | 0.042 | 0.017 | 0.023 | 0.035 | 0.048 | 0.172 | 0.057 | 0.092 | 0.145 | 0.032 | 0.076 | 0.047 | 0.018 | 0.033 |
| non_lab_procedures | -0.001 | -0.021 | -0.022 | -0.044 | -0.063 | 0.003 | 0.187 | 0.020 | 1.000 | 0.351 | 0.068 | 0.026 | 0.048 | 0.067 | 0.011 | 0.043 | 0.117 | 0.056 | 0.118 | 0.022 | 0.019 | 0.027 | 0.032 | 0.022 | 0.036 |
| number_of_medications | -0.004 | 0.047 | 0.073 | 0.044 | 0.102 | 0.003 | 0.464 | 0.248 | 0.351 | 1.000 | 0.295 | 0.033 | 0.038 | 0.064 | 0.007 | 0.040 | 0.070 | 0.079 | 0.052 | 0.120 | 0.033 | 0.248 | 0.200 | 0.047 | 0.066 |
| number_diagnoses | -0.014 | 0.238 | 0.111 | 0.092 | 0.138 | -0.001 | 0.238 | 0.171 | 0.068 | 0.295 | 1.000 | 0.064 | 0.000 | 0.133 | 0.021 | 0.078 | 0.070 | 0.077 | 0.114 | 0.048 | 0.112 | 0.054 | 0.031 | 0.051 | 0.086 |
| race | 0.046 | 0.105 | 0.012 | 0.000 | 0.015 | 0.002 | 0.014 | 0.042 | 0.026 | 0.033 | 0.064 | 1.000 | 0.056 | 0.085 | 0.035 | 0.086 | 0.058 | 0.045 | 0.092 | 0.000 | 0.066 | 0.017 | 0.025 | 0.017 | 0.038 |
| gender | 0.004 | 0.025 | 0.000 | 0.002 | 0.008 | 0.005 | 0.027 | 0.017 | 0.048 | 0.038 | 0.000 | 0.056 | 1.000 | 0.079 | 0.026 | 0.061 | 0.009 | 0.065 | 0.020 | 0.000 | 0.041 | 0.017 | 0.015 | 0.003 | 0.015 |
| age | 0.017 | 0.040 | 0.000 | 0.029 | 0.048 | 0.000 | 0.045 | 0.023 | 0.067 | 0.064 | 0.133 | 0.085 | 0.079 | 1.000 | 0.029 | 0.154 | 0.044 | 0.130 | 0.044 | 0.123 | 0.184 | 0.054 | 0.046 | 0.032 | 0.038 |
| weight | 0.012 | 0.037 | 0.019 | 0.000 | 0.016 | 0.005 | 0.010 | 0.035 | 0.011 | 0.007 | 0.021 | 0.035 | 0.026 | 0.029 | 1.000 | 0.056 | 0.023 | 0.014 | 0.043 | 1.000 | 0.016 | 0.046 | 0.031 | 0.000 | 0.036 |
| payer_code | 0.146 | 0.175 | 0.024 | 0.036 | 0.030 | 0.000 | 0.033 | 0.048 | 0.043 | 0.040 | 0.078 | 0.086 | 0.061 | 0.154 | 0.056 | 1.000 | 0.086 | 0.072 | 0.073 | 0.101 | 0.154 | 0.150 | 0.097 | 0.032 | 0.050 |
| admission_type | 0.056 | 0.138 | 0.019 | 0.000 | 0.018 | 0.002 | 0.028 | 0.172 | 0.117 | 0.070 | 0.070 | 0.058 | 0.009 | 0.044 | 0.023 | 0.086 | 1.000 | 0.077 | 0.338 | 0.123 | 0.041 | 0.050 | 0.031 | 0.012 | 0.036 |
| discharge_disposition | 0.049 | 0.074 | 0.017 | 0.000 | 0.022 | 0.000 | 0.113 | 0.057 | 0.056 | 0.079 | 0.077 | 0.045 | 0.065 | 0.130 | 0.014 | 0.072 | 0.077 | 1.000 | 0.059 | 0.063 | 0.088 | 0.077 | 0.056 | 0.127 | 0.133 |
| admission_source | 0.086 | 0.099 | 0.000 | 0.000 | 0.017 | 0.003 | 0.038 | 0.092 | 0.118 | 0.052 | 0.114 | 0.092 | 0.020 | 0.044 | 0.043 | 0.073 | 0.338 | 0.059 | 1.000 | 0.113 | 0.022 | 0.048 | 0.033 | 0.018 | 0.076 |
| glucose_test_result | 0.144 | 0.157 | 0.000 | 0.008 | 0.065 | 0.000 | 0.134 | 0.145 | 0.022 | 0.120 | 0.048 | 0.000 | 0.000 | 0.123 | 1.000 | 0.101 | 0.123 | 0.063 | 0.113 | 1.000 | 0.373 | 0.243 | 0.189 | 0.008 | 0.055 |
| a1c_test_result | 0.087 | 0.116 | 0.021 | 0.006 | 0.021 | 0.007 | 0.019 | 0.032 | 0.019 | 0.033 | 0.112 | 0.066 | 0.041 | 0.184 | 0.016 | 0.154 | 0.041 | 0.088 | 0.022 | 0.373 | 1.000 | 0.191 | 0.186 | 0.000 | 0.018 |
| change_in_meds_during_hospitalization | 0.094 | 0.129 | 0.015 | 0.015 | 0.013 | 0.003 | 0.115 | 0.076 | 0.027 | 0.248 | 0.054 | 0.017 | 0.017 | 0.054 | 0.046 | 0.150 | 0.050 | 0.077 | 0.048 | 0.243 | 0.191 | 1.000 | 0.506 | 0.020 | 0.045 |
| prescribed_diabetes_meds | 0.047 | 0.069 | 0.002 | 0.005 | 0.018 | 0.000 | 0.069 | 0.047 | 0.032 | 0.200 | 0.031 | 0.025 | 0.015 | 0.046 | 0.031 | 0.097 | 0.031 | 0.056 | 0.033 | 0.189 | 0.186 | 0.506 | 1.000 | 0.027 | 0.063 |
| readmitted_binary | 0.007 | 0.038 | 0.000 | 0.029 | 0.143 | 0.004 | 0.049 | 0.018 | 0.022 | 0.047 | 0.051 | 0.017 | 0.003 | 0.032 | 0.000 | 0.032 | 0.012 | 0.127 | 0.018 | 0.008 | 0.000 | 0.020 | 0.027 | 1.000 | 1.000 |
| readmitted_multiclass | 0.060 | 0.114 | 0.029 | 0.028 | 0.130 | 0.002 | 0.047 | 0.033 | 0.036 | 0.066 | 0.086 | 0.038 | 0.015 | 0.038 | 0.036 | 0.050 | 0.036 | 0.133 | 0.076 | 0.055 | 0.018 | 0.045 | 0.063 | 1.000 | 1.000 |
| encounter_id | country | patient_id | race | gender | age | weight | payer_code | outpatient_visits_in_previous_year | emergency_visits_in_previous_year | inpatient_visits_in_previous_year | admission_type | medical_specialty | average_pulse_bpm | discharge_disposition | admission_source | length_of_stay_in_hospital | number_lab_tests | non_lab_procedures | number_of_medications | primary_diagnosis | secondary_diagnosis | additional_diagnosis | number_diagnoses | glucose_test_result | a1c_test_result | change_in_meds_during_hospitalization | prescribed_diabetes_meds | medication | readmitted_binary | readmitted_multiclass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 533192 | USA | 70110 | Caucasian | Female | [70-80) | ? | ? | 0 | 0 | 2 | Emergency | Family/GeneralPractice | 86 | Discharged to home | Emergency Room | 2 | 48 | 0 | 20 | 515 | 276 | 466 | 8 | NaN | NaN | No | No | [] | No | >30 days |
| 1 | 426845 | USA | 29775006 | AfricanAmerican | Male | [50-60) | ? | ? | 0 | 0 | 0 | Emergency | ? | 82 | Discharged/transferred to a federal health care facility. | Clinic Referral | 14 | 71 | 0 | 25 | 38 | 785 | 162 | 9 | NaN | NaN | No | Yes | ['insulin'] | No | No |
| 2 | 110358 | USA | 80729253 | Caucasian | Female | [60-70) | ? | ? | 0 | 0 | 1 | NaN | Family/GeneralPractice | 88 | Discharged to home | NaN | 6 | 60 | 1 | 22 | 534 | 135 | 250 | 6 | NaN | NaN | Ch | Yes | ['glimepiride', 'insulin'] | No | No |
| 3 | 628963 | USA | 2919042 | AfricanAmerican | Male | [60-70) | ? | MC | 0 | 0 | 1 | Emergency | InternalMedicine | 129 | Discharged to home | Transfer from another health care facility | 6 | 48 | 2 | 9 | 569 | 562 | 455 | 5 | NaN | NaN | No | No | [] | No | No |
| 4 | 130580 | USA | 84871971 | Caucasian | Female | [70-80) | ? | HM | 1 | 0 | 0 | Elective | ? | 121 | Discharged/transferred to home with home health service | Physician Referral | 6 | 47 | 1 | 15 | 715 | 599 | 428 | 9 | NaN | NaN | No | No | [] | No | >30 days |
| 5 | 269844 | USA | 279288 | Caucasian | Female | [50-60) | ? | ? | 0 | 0 | 0 | Emergency | Surgery-General | 117 | Discharged to home | Emergency Room | 3 | 58 | 2 | 10 | 574 | 250 | 244 | 3 | NaN | Norm | No | No | [] | No | >30 days |
| 6 | 968846 | USA | 1566405 | Caucasian | Female | [50-60) | ? | UN | 0 | 0 | 0 | Emergency | ? | 108 | Discharged to home | Emergency Room | 1 | 59 | 3 | 13 | 786 | 250.02 | 493 | 9 | NaN | >8 | Ch | Yes | ['metformin', 'glimepiride'] | No | No |
| 7 | 702581 | USA | 60052095 | Other | Male | [70-80) | ? | MC | 0 | 0 | 0 | Elective | Radiologist | 100 | Discharged/transferred to home with home health service | Physician Referral | 6 | 56 | 6 | 39 | 414 | 287 | 276 | 9 | NaN | NaN | Ch | Yes | ['nateglinide', 'glipizide', 'insulin'] | No | No |
| 8 | 943736 | USA | 85756257 | Caucasian | Female | [50-60) | ? | MC | 1 | 0 | 0 | Urgent | ? | 133 | Discharged to home | Physician Referral | 3 | 55 | 0 | 16 | 682 | 250.02 | 276 | 9 | NaN | NaN | No | Yes | ['insulin'] | No | No |
| 9 | 760073 | USA | 96104214 | Caucasian | Female | [70-80) | ? | MC | 0 | 0 | 0 | Elective | ? | 70 | Discharged to home | Physician Referral | 8 | 40 | 5 | 21 | 425 | 398 | 745 | 9 | NaN | NaN | No | Yes | ['insulin'] | No | >30 days |
| encounter_id | country | patient_id | race | gender | age | weight | payer_code | outpatient_visits_in_previous_year | emergency_visits_in_previous_year | inpatient_visits_in_previous_year | admission_type | medical_specialty | average_pulse_bpm | discharge_disposition | admission_source | length_of_stay_in_hospital | number_lab_tests | non_lab_procedures | number_of_medications | primary_diagnosis | secondary_diagnosis | additional_diagnosis | number_diagnoses | glucose_test_result | a1c_test_result | change_in_meds_during_hospitalization | prescribed_diabetes_meds | medication | readmitted_binary | readmitted_multiclass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71226 | 716633 | USA | 42451245 | Caucasian | Male | [60-70) | ? | MC | 0 | 0 | 1 | Elective | ? | 62 | Discharged to home | Physician Referral | 6 | 41 | 0 | 14 | V57 | V45 | 250.6 | 9 | NaN | NaN | Ch | Yes | ['metformin', 'insulin'] | No | >30 days |
| 71227 | 275537 | USA | 23904909 | Caucasian | Female | [80-90) | ? | ? | 0 | 0 | 1 | Not Available | InternalMedicine | 105 | Discharged/transferred to SNF | NaN | 7 | 23 | 0 | 20 | 507 | 599 | 250 | 8 | >200 | NaN | Ch | Yes | ['insulin'] | No | >30 days |
| 71228 | 368749 | USA | 82494909 | Caucasian | Female | [70-80) | ? | ? | 0 | 1 | 0 | NaN | Orthopedics-Reconstructive | 95 | Discharged/transferred to another rehab fac including rehab units of a hospital . | NaN | 3 | 37 | 1 | 20 | 824 | 401 | 250 | 9 | NaN | NaN | Ch | Yes | ['glipizide', 'pioglitazone'] | No | No |
| 71229 | 550555 | USA | 102008835 | Caucasian | Male | [70-80) | ? | ? | 0 | 0 | 2 | Urgent | ? | 94 | Discharged to home | Clinic Referral | 12 | 80 | 0 | 25 | 428 | 496 | 427 | 9 | NaN | NaN | Ch | Yes | ['insulin'] | No | No |
| 71230 | 495864 | USA | 65777877 | Caucasian | Female | [70-80) | ? | MC | 3 | 1 | 1 | Emergency | ? | 106 | Discharged/transferred to SNF | Emergency Room | 4 | 57 | 0 | 26 | 584 | 997 | 454 | 9 | NaN | NaN | Ch | Yes | ['metformin', 'insulin'] | No | >30 days |
| 71231 | 136517 | USA | 24531381 | AfricanAmerican | Female | [80-90) | ? | MC | 0 | 1 | 0 | Elective | InternalMedicine | 108 | Discharged to home | Physician Referral | 7 | 51 | 1 | 18 | 453 | 786 | 250 | 9 | NaN | >7 | Ch | Yes | ['metformin', 'glyburide', 'insulin'] | No | No |
| 71232 | 825966 | USA | 4663818 | AfricanAmerican | Female | [70-80) | ? | ? | 0 | 0 | 0 | Urgent | ? | 66 | NaN | Physician Referral | 9 | 20 | 0 | 9 | 157 | 197 | V66 | 6 | NaN | >7 | Ch | Yes | ['metformin', 'glyburide'] | No | No |
| 71233 | 332023 | USA | 23397147 | Caucasian | Female | [60-70) | ? | ? | 0 | 2 | 2 | NaN | ? | 71 | Not Mapped | NaN | 5 | 25 | 0 | 24 | 428 | 491 | 276 | 9 | >300 | NaN | Ch | Yes | ['glyburide', 'insulin'] | Yes | <30 days |
| 71234 | 495516 | USA | 52161750 | Caucasian | Male | [60-70) | ? | BC | 0 | 0 | 2 | Emergency | Emergency/Trauma | 98 | Discharged/transferred to SNF | Emergency Room | 2 | 34 | 1 | 13 | 820 | 157 | 250.8 | 5 | NaN | NaN | Ch | Yes | ['glyburide', 'insulin'] | No | No |
| 71235 | 721770 | USA | 88410897 | Caucasian | Male | [70-80) | ? | BC | 0 | 0 | 1 | Urgent | Surgery-General | 108 | Discharged to home | Emergency Room | 5 | 42 | 2 | 9 | 434 | 250 | 401 | 8 | NaN | NaN | Ch | Yes | ['insulin'] | No | >30 days |